Three-dimensional Chemical Patterning of Transparent Hydrogels
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Covalent modification of agarose with a 6-bromo-7-hydroxycoumarin (Bhc) sulfide derivative yields a hydrogel that generates bound thiol groups upon excitation with either UV light or a pulsed infrared laser. Using a multiphoton confocal microscope as the patterning platform, intricate internal chemically modified volumes of stable nucleophilic thiol groups are created within these hydrogel samples, which are in turn modified with biomolecules without causing hydrogel cross-linking or changes in its physical properties. The use of automated scripts and microscope stage control allows, for the first time, biologically relevant molecules of interest to be photochemically immobilized within the hydrogel in complex patterns with feature sizes comparable to those of mammalian cells. The resulting chemically patterned hydrogels have applications in tissue engineering, where they can be used to control cell behavior.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it